RESEARCH: INFLUENZA
FOLDING PROJECT #18470 PROFILE

PROJECT TEAM

Manager(s): Dylan Novack
Institution: Temple University
Project URL: View Project Website

WORK UNIT INFO

Atoms: 93,425
Core: 0xa8
Status: Public

TLDR; PROJECT SUMMARY AI BETA

Miniproteins are tiny drugs that can fight infections. Scientists are using computer simulations to understand how miniproteins bind to viruses like the flu. They hope this will help them design even better miniprotein drugs in the future.

Note: This TLDR is a simplication and may not be 100% accurate.

OFFICAL PROJECT DESCRIPTION

Designed miniproteins are a class of biomolecules with intermediate sizes—larger than small-molecule drugs, but smaller than monoclonal antibodies.

Miniproteins can be computationally designed to tightly bind protein targets for use as potential therapeutics, a promising new avenue for treating infectious disease. Hemagglutinin is a viral fusion protein that allows H1 influenza A (HA) to bind sialic acid on cell surfaces, as well as being involved in the post-endocytosis mechanism of cellular infection.

The Baker lab at University of Washington has developed de novo designed miniproteins that bind hemagglutinin, and improved their binding through affinity maturation (Chevalier et al.

2017).

Many of the mutations seen in affinity-matured sequences are not found in the binding interface, and it remains an open question how these changes lead to higher affinity.

Furthermore, many of the computational predictions of how single-point mutations affect binding deviate significantly from the experimentally determined values. Could all-atom molecular simulation approaches achieve more accurate predictions? In this set of simulations, we aim to use massively parallel expanded ensemble simulations to predict mutational effects on affinities to hemagglutinin.

By pairing these simulations with other simulations aimed at modeling the binding reactions of these miniproteins to hemagglutinin, we aim to have a relatively complete picture of a miniprotein-target binding reaction and how mutations affect it.

These studies are a large-scale investigation on how miniprotein binding reactions work in atomic detail, towards a better understanding of computational design and modulation of miniprotein therapeutics.

RELATED TERMS GLOSSARY AI BETA

Note: Glossary items are a high level summary and may not be 100% accurate.

Miniproteins

Small proteins with therapeutic potential.

Scientific: Pharmaceutical
Biotechnology / Drug Discovery

Miniproteins are a class of engineered proteins designed to be smaller than traditional antibodies. They have the potential to treat various diseases by binding to specific targets in the body. Their small size allows for better penetration into tissues and potentially fewer side effects compared to larger drugs.


Hemagglutinin

A viral protein that binds to sialic acid on cell surfaces.

Scientific: Biotechnology
Medicine / Virology

Hemagglutinin is a crucial protein found on the surface of influenza viruses. It allows the virus to attach to and enter host cells by binding to sialic acid molecules present on the cell membrane. This binding process initiates infection and enables the virus to spread.


Monoclonal Antibodies

Laboratory-produced antibodies that target a specific antigen.

Scientific: Pharmaceutical
Medicine / Immunology

Monoclonal antibodies are a type of engineered antibody designed to recognize and bind to a single specific target, known as an antigen. They are widely used in treating various diseases by targeting cancerous cells, blocking viral infections, or modulating immune responses.


Affinity Maturation

Process of improving the binding affinity of a molecule to its target.

Scientific: Pharmaceutical
Biotechnology / Drug Discovery

Affinity maturation is a technique used in drug development to enhance the binding strength between a therapeutic molecule and its target. It involves introducing random mutations into the molecule's structure and selecting those with improved binding affinity.


Molecular Simulation

Computer-based modeling of molecular interactions.

Scientific: Pharmaceutical
Biotechnology / Computational Biology

Molecular simulation involves using computer programs to simulate the behavior of molecules and their interactions. This technique is widely used in drug discovery to predict how molecules will bind to their targets and understand the mechanisms underlying biological processes.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Sunday, 26 April 2026 03:28:34
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PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Sunday, 26 April 2026 03:28:34
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make
1 RYZEN 9 7950X 16-CORE 32 30,612 979,584 AMD
2 RYZEN 7 7700X 8-CORE 16 33,795 540,720 AMD
3 RYZEN 9 5900X 12-CORE 24 22,297 535,128 AMD
4 RYZEN 7 5800X3D 8-CORE 16 29,953 479,248 AMD
5 RYZEN 9 5950X 16-CORE 32 11,849 379,168 AMD
6 RYZEN 7 5700X 8-CORE 16 20,157 322,512 AMD
7 12TH GEN CORE I5-12600K 16 19,455 311,280 Intel
8 RYZEN 7 5700G 16 16,986 271,776 AMD
9 RYZEN 7 5800X 8-CORE 16 15,859 253,744 AMD
10 12TH GEN CORE I7-12700 20 11,691 233,820 Intel
11 11TH GEN CORE I9-11900K @ 3.50GHZ 16 14,375 230,000 Intel
12 CORE I9-7940X CPU @ 3.10GHZ 28 7,091 198,548 Intel
13 RYZEN 7 3700X 8-CORE 16 6,809 108,944 AMD
14 CORE I7-10700T CPU @ 2.00GHZ 16 5,273 84,368 Intel
15 12TH GEN CORE I7-1270P 16 3,121 49,936 Intel